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Omkar LoneOL
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Omkar Lone

@omkarlone

Data scientist at IIM Ranchi who benchmarked recommendation models across large-scale transaction datasets and built predictive analytics projects.

India
Message

At Indian Institute of Management (IIM) Ranchi, I supported the end-to-end data science workflow and benchmarked FMLP-Rec against five sequential models across four large-scale transactional datasets.

I stress-tested model robustness with synthetic noise and evaluated scalability across latency, throughput, and sequence-length sensitivity. I also documented reproducible evaluation protocols.

In my EV Charging Demand Analytics & Overload Prediction project, I built a pipeline using more than 259,000 sensor records and trained a Random Forest classifier with a ROC-AUC of 0.94. I also grouped stations with KMeans and shared insights through a Power BI dashboard.

I’ve built machine learning projects for delivery-delay prediction, marketing response, and credit-risk scoring. My work has included deploying a CatBoost model as a FastAPI service with Docker and using model explainability to make credit-risk outputs interpretable.

Experience

Work history, roles, and key accomplishments

Indian Institute of Management Ranchi logoIR

Research Intern

Indian Institute of Management Ranchi

May 2025 - Jul 2025 (2 months)

Supported end-to-end data science workflow including data extraction, cleaning, feature engineering, model development, and validation. Benchmarked FMLP-Rec against 5 sequential models across 4 large-scale transactional datasets and evaluated model scalability using Python.

Education

Degrees, certifications, and relevant coursework

Visvesvaraya National Institute of Technology, Nagpur logoVN

Visvesvaraya National Institute of Technology, Nagpur

B.Tech, Metallurgical and Materials Engineering

2022 -

Grade: 7.10 CGPA

Pursuing B.Tech in Metallurgical and Materials Engineering with a CGPA of 7.10.

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